Simplified depth intra coding for 3D-HEVC based on gray-level co-occurrence matrix

The three-dimensional high efficiency video coding (3D-HEVC) is an emerging standard to compress multi-view video plus depth (MVD) data. In 3D-HEVC, many new approaches are developed for depth intra coding. In addition to the 35 intra prediction modes inherited from HEVC, depth modeling modes (DMMs) are also employed to better preserve the object edges, which improve the coding efficiency significantly, but at the same time put heavy computational burden on the encoder. To reduce the complexity, we propose a fast depth intra coding scheme using gray-level co-occurrence matrix (GLCM) to classify the coding units (CUs) into different types, and avoid checking some unnecessary modes for certain CUs. Experimental results show that the proposed algorithm can achieve on average 19.16% time reduction, with a negligible Bjontegaard Delta bitrate (BD-rate) increase of 0.12% on synthesized views, compared with the original 3D-HEVC test model HTM-15.0.

[1]  Robert M. Haralick,et al.  Textural Features for Image Classification , 1973, IEEE Trans. Syst. Man Cybern..

[2]  Xu Jian,et al.  Fast Mode Decision Algorithm for Intra Prediction in HEVC , 2014, 2020 IEEE 4th Information Technology, Networking, Electronic and Automation Control Conference (ITNEC).

[3]  Heiko Schwarz,et al.  3D High-Efficiency Video Coding for Multi-View Video and Depth Data , 2013, IEEE Transactions on Image Processing.

[4]  Kemal Ugur,et al.  Intra Coding of the HEVC Standard , 2012, IEEE Transactions on Circuits and Systems for Video Technology.

[5]  David A. Clausi,et al.  A fast method to determine co-occurrence texture features , 1998, IEEE Trans. Geosci. Remote. Sens..

[6]  Chun-Su Park Efficient intra-mode decision algorithm skipping unnecessary depth-modelling modes in 3D-HEVC , 2015 .

[7]  Luciano Volcan Agostini,et al.  Complexity reduction of depth intra coding for 3D video extension of HEVC , 2014, 2014 IEEE Visual Communications and Image Processing Conference.

[8]  Andrea Baraldi,et al.  An investigation of the textural characteristics associated with gray level cooccurrence matrix statistical parameters , 1995, IEEE Transactions on Geoscience and Remote Sensing.

[9]  Aljoscha Smolic,et al.  Multi-View Video Plus Depth Representation and Coding , 2007, 2007 IEEE International Conference on Image Processing.

[10]  Qiuwen Zhang,et al.  Effective early termination algorithm for depth map intra coding in 3D-HEVC , 2014 .

[11]  Debin Zhao,et al.  Gradient based fast mode decision algorithm for intra prediction in HEVC , 2012, 2012 2nd International Conference on Consumer Electronics, Communications and Networks (CECNet).

[12]  G. Bjontegaard,et al.  Calculation of Average PSNR Differences between RD-curves , 2001 .